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Record W4410030286 · doi:10.1080/13632752.2025.2489914

Co-creating a research-based e-storybook for children coping with parental moral injury: insights from affected communities and partners

2025· article· en· W4410030286 on OpenAlex
Marg Rogers, Einar Thorsteinsson, Amy Johnson, Victoria Williamson, C. D. Murphy, Neil Greenberg, Sally Fitzpatrick, Philippa Ditton-Phare, Margaret Sims, Dominic Hilbrink, Nikki Jamieson, Karen May, Yumiko Coffey, Michèle L. Hébert, E. Small, Tegan Kanard, Fardous Hosseiny, Michelle Gossner, Natasha Grabham, Navjot Bhullar

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueEmotional and Behavioural Difficulties · 2025
Typearticle
Languageen
FieldPsychology
TopicChild Abuse and Trauma
Canadian institutionsAutism CanadaUniversity of Alberta
FundersUniversity of New England
KeywordsPsychologyDevelopmental psychologyCoping (psychology)Parenting stylesClinical psychology

Abstract

fetched live from OpenAlex

This study provided an account of the affected community and partner (stakeholders) input into the interdisciplinary co-creation process and preliminary testing of the suitability of a research-based e-storybook for children coping with parental moral injury. Children whose parents have trauma-related mental health difficulties, including moral injury, tend to misunderstand their parent’s responses and behaviours. To date, there have been no research-based narrative resources to support these children. Our interdisciplinary, international team of researchers, clinicians, and those with lived experience co-created a bibliotherapy storybook using moral injury narratives. Using a mixed methods approach, a cross-sectional online survey of key affected communities and partners was conducted to explore the resources’ suitability. Preliminary findings suggest overall suitability and that the e-storybook’s narratives acted as a springboard to conversations about what was happening in their families. Thus, the co-creation process is an effective approach to developing targeted supports for children coping with parental moral injury.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.028
Threshold uncertainty score0.989

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.067
GPT teacher head0.362
Teacher spread0.295 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it